Evidence map›Paper›PMID 41491053›Full record

ArticleCurrent microbiology2026

Untapped Microbial Diversity, Assemblages, and Interactions in Rwandan Geothermal Spring Mats, Africa.

Benjamin Manirakiza, Songhe Zhang, Felix Gyawu Addo, Binessi Edouard Ifon, Ntayomba James, Razak Kiribou, Nsengiyumva Ishimwe Aimee Nadine, Vedaste Nyandwi, Joseph Ndakize Sebaziga, Rose Mukasekuru and 1 more

Abstract read
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Article in Current microbiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Benjamin ManirakizaMinistry of Education Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, College of Environment, Hohai University, Nanjing, 210098, China. benjaminmanirakiza500@gmail.com.
Songhe ZhangMinistry of Education Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, College of Environment, Hohai University, Nanjing, 210098, China. shzhang@hhu.edu.cn.
Felix Gyawu AddoMinistry of Education Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes, College of Environment, Hohai University, Nanjing, 210098, China.
Binessi Edouard IfonCAS Key Laboratory of Urban Pollutant Conversion, Fujian Key Laboratory of Watershed Ecology, Institute of Urban Environment, Xiamen, 361021, China.
Ntayomba JamesCollege of Electrical and Electronic Engineering, Rwanda Polytechnic (RP), P.O. Box 164, Kigali, Rwanda.
Razak KiribouAfrican Centre of Excellence for Climate Smart Agriculture and Biodiversity Conservation, Haramaya University, Harar, Ethiopia.
Nsengiyumva Ishimwe Aimee NadineDepartment of Biology, College of Science and Technology (CST), University of Rwanda (UR), P.O. Box 3900, Kigali, Rwanda.
Vedaste NyandwiDepartment of Chemistry, College of Science and Technology (CST), University of Rwanda (UR), P.O. Box 3900, Kigali, Rwanda.
Joseph Ndakize SebazigaRwanda Environment Management Authority, P.O Box 7436, Kigali, Rwanda.
Rose MukasekuruDepartment of Biology, College of Science and Technology (CST), University of Rwanda (UR), P.O. Box 3900, Kigali, Rwanda.
Jean de Dieu UwizelimanaDepartment of Biology, College of Science and Technology (CST), University of Rwanda (UR), P.O. Box 3900, Kigali, Rwanda.

Funding

National Natural Science Foundation of China E51579075National Natural Science Foundation of China E51879084
6 · The paper itself

Abstract

Research on prokaryotes living in geothermal ecosystems have broadened our understanding of their compositions and response to extreme environmental stresses, especially for plankton bacterial communities in hot spring water. However, the comprehensive exploration of microbial diversity, assemblages, and interactions in geothermal spring mats in Africa, particularly in Rwanda, remain underexplored. This study explored the bacterial and eukaryotic communities' biodiversity, assemblages, and interactions within microbial mats from the Bugarama hot pool (BHP; 40-47 °C) and Gisenyi hot springs (GHS; 58-71.4 °C) in Rwanda, using high-throughput sequencing of the 16S rRNA gene and 18S rRNA gene, complemented by null and neutral community models and physicochemical analytical methods. Interestingly, the bacterial Shannon, Evenness, and Simpson indices were significantly different (P < 0.05) among geothermal spring mats. In BHP and GHS, the abundances of Chloroflexota, Proteobacteria, Firmicutes, and Acidobacteriota were significantly higher in BHP (P < 0.05) than in GHS, whereas Cyanobacteria, Bacteroidota, Planctomycetota, Verrucomicrobiota, and Spirochaetota were significantly more abundant in GHS (P < 0.01). Conversely, Chloroplastida, Mucoromycota, Arthropoda, and Cryptomycota were significantly more prevalent in BHP (P < 0.05), while the SAR supergroup, Ascomycota, Nematoda, and Amoebozoa dominated in GHS (P < 0.05). Through null and neutral modeling, stochastic processes exerted greater influence on bacterial and eukaryotic community assembly in fine-scale variations within geothermal spring mats. Despite this stochastic predominance, abiotic environmental factors (deterministic processes) such as temperature, pH, salinity (EC and TDS), and nitrate cannot be entirely ruled out. Moreover, Co-occurrence network analysis (|r|> 0.7, P < 0.05) revealed more complex and stable microbial interactions at higher temperatures (GHS). These findings highlight the rich underexplored microbial diversity and interactions in Rwandan geothermal spring mats through metagenomic analysis, shedding light on ecological processes and dynamics in extreme environments. Despite being ignored in metagenomic studies, eukaryotic communities highlight novel temperature-tolerant taxa: Echinamoeba and Tubulinea in phylum Amoebozoa, Monhysterida in phylum Nematoda, and Novel_Clade_Gran-5 in phylum Cercozoa, which are both pathogens and fierce predators thriving in geothermal habitats.

Indexed as

BacteriaBiodiversityEukaryotaHot SpringsMicrobiotaPhylogenyRNA, Ribosomal, 16SRNA, Ribosomal, 18SRwandaRNA, Ribosomal, 16SRNA, Ribosomal, 18S

Identifiers

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.